Data Analysis Report

Dataset statistics

Number of variables	18
Number of observations	65376
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.5 MiB
Average record size in memory	201.2 B

Variable types

Numeric	17
Categorical	1

Alerts

`LossesSeverity` is highly imbalanced (57.3%)	Imbalance
`Torque` has 5489 (8.4%) zeros	Zeros

Reproduction

Analysis started	2024-01-15 12:47:34.132204
Analysis finished	2024-01-15 12:47:52.191728
Duration	18.06 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

HoleSection
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.605933

Minimum	4.125
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	4.125
5-th percentile	6.125
Q1	8.5
median	8.5
Q3	17.5
95-th percentile	17.5
Maximum	26
Range	21.875
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	4.510259
Coefficient of variation (CV)	0.38861665
Kurtosis	-0.7977806
Mean	11.605933
Median Absolute Deviation (MAD)	2.375
Skewness	0.51781811
Sum	758749.5
Variance	20.342436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
8.5	23592	36.1%
17.5	19218	29.4%
12.25	12043	18.4%
6.125	9392	14.4%
4.125	574	0.9%
26	557	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.125	574	0.9%
6.125	9392	14.4%
8.5	23592	36.1%
12.25	12043	18.4%
17.5	19218	29.4%
26	557	0.9%

Value	Count	Frequency (%)
26	557	0.9%
17.5	19218	29.4%
12.25	12043	18.4%
8.5	23592	36.1%
6.125	9392	14.4%
4.125	574	0.9%

M_Depth
Real number (ℝ)

Distinct	4272
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2046.3425

Minimum	14
Maximum	4285
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	14
5-th percentile	340
Q1	1172
median	2098
Q3	2905
95-th percentile	3654
Maximum	4285
Range	4271
Interquartile range (IQR)	1733

Descriptive statistics

Standard deviation	1048.3867
Coefficient of variation (CV)	0.51232222
Kurtosis	-1.0632441
Mean	2046.3425
Median Absolute Deviation (MAD)	865
Skewness	-0.062448689
Sum	1.3378169 × 10⁸
Variance	1099114.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2644	21	< 0.1%
2716	21	< 0.1%
2690	21	< 0.1%
2689	21	< 0.1%
2688	21	< 0.1%
2687	21	< 0.1%
2686	21	< 0.1%
2685	21	< 0.1%
2684	21	< 0.1%
2683	21	< 0.1%
Other values (4262)	65166	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	3	< 0.1%
16	3	< 0.1%
17	3	< 0.1%
18	3	< 0.1%
19	3	< 0.1%
20	3	< 0.1%
21	3	< 0.1%
22	3	< 0.1%
23	3	< 0.1%

Value	Count	Frequency (%)
4285	1	< 0.1%
4284	1	< 0.1%
4283	1	< 0.1%
4282	1	< 0.1%
4281	1	< 0.1%
4280	1	< 0.1%
4279	1	< 0.1%
4278	1	< 0.1%
4277	1	< 0.1%
4276	1	< 0.1%

RateofPenetration
Real number (ℝ)

Distinct	11010
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.629834

Minimum	0.06
Maximum	616.014
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	0.06
5-th percentile	1.596
Q1	3.55
median	6.432
Q3	12.318
95-th percentile	33.333333
Maximum	616.014
Range	615.954
Interquartile range (IQR)	8.768

Descriptive statistics

Standard deviation	13.726629
Coefficient of variation (CV)	1.2913305
Kurtosis	141.55332
Mean	10.629834
Median Absolute Deviation (MAD)	3.558
Skewness	6.9812363
Sum	694936.01
Variance	188.42034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.818181818	107	0.2%
6.25	103	0.2%
6.896551724	102	0.2%
6	101	0.2%
7.5	101	0.2%
6.976744186	98	0.1%
7.407407407	95	0.1%
12.5	94	0.1%
8	90	0.1%
9.230769231	89	0.1%
Other values (11000)	64396	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.06	1	< 0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.16	1	< 0.1%
0.18	1	< 0.1%
0.22	1	< 0.1%
0.2200220022	1	< 0.1%
0.23	1	< 0.1%
0.259965338	1	< 0.1%

Value	Count	Frequency (%)
616.014	1	< 0.1%
517.758	1	< 0.1%
447.366	1	< 0.1%
316.09	1	< 0.1%
280.18	1	< 0.1%
279.95	1	< 0.1%
266.37	1	< 0.1%
247.59	1	< 0.1%
244.06	1	< 0.1%
224.13	1	< 0.1%

WeightonBit
Real number (ℝ)

Distinct	22172
Distinct (%)	33.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.726198

Minimum	0
Maximum	79.4
Zeros	65
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2.676286
Q1	7.4668
median	12.7
Q3	21.2
95-th percentile	38.9
Maximum	79.4
Range	79.4
Interquartile range (IQR)	13.7332

Descriptive statistics

Standard deviation	11.09901
Coefficient of variation (CV)	0.70576564
Kurtosis	0.49852117
Mean	15.726198
Median Absolute Deviation (MAD)	6.293276
Skewness	1.0450353
Sum	1028115.9
Variance	123.18803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.2	179	0.3%
9	173	0.3%
4.6	172	0.3%
9.9	172	0.3%
7.1	167	0.3%
9.6	165	0.3%
9.1	164	0.3%
7.3	164	0.3%
10.9	163	0.2%
9.7	162	0.2%
Other values (22162)	63695	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	0.1%
0.0044	1	< 0.1%
0.011	1	< 0.1%
0.0132	1	< 0.1%
0.015736	1	< 0.1%
0.0198	1	< 0.1%
0.020232	1	< 0.1%
0.088	1	< 0.1%
0.0946	1	< 0.1%
0.0968	1	< 0.1%

Value	Count	Frequency (%)
79.4	1	< 0.1%
69.5442	1	< 0.1%
67.9206	1	< 0.1%
66.5	1	< 0.1%
66.4	1	< 0.1%
65.461	1	< 0.1%
64.6	1	< 0.1%
62.8342	1	< 0.1%
62.3656	1	< 0.1%
61.6792	1	< 0.1%

Rotation
Real number (ℝ)

Distinct	13533
Distinct (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	160.6048

Minimum	0
Maximum	457.27
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	0
5-th percentile	85.4175
Q1	130
median	155.23
Q3	186
95-th percentile	246.01
Maximum	457.27
Range	457.27
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	48.620964
Coefficient of variation (CV)	0.30273669
Kurtosis	0.11779707
Mean	160.6048
Median Absolute Deviation (MAD)	27.23
Skewness	0.38836536
Sum	10499699
Variance	2363.9982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	687	1.1%
150	685	1.0%
120	559	0.9%
140	497	0.8%
180	418	0.6%
151	412	0.6%
178	409	0.6%
149	401	0.6%
148	397	0.6%
110	364	0.6%
Other values (13523)	60547	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
4	1	< 0.1%
4.65	1	< 0.1%
7	1	< 0.1%
9	2	< 0.1%
15	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
21	2	< 0.1%

Value	Count	Frequency (%)
457.27	1	< 0.1%
407.95	1	< 0.1%
390	1	< 0.1%
351.55	1	< 0.1%
342.94	1	< 0.1%
341.62	1	< 0.1%
341.44	1	< 0.1%
340.42	1	< 0.1%
339.55	1	< 0.1%
338.26	1	< 0.1%

Torque
Real number (ℝ)

ZEROS

Distinct	6203
Distinct (%)	9.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2841294

Minimum	0
Maximum	12.3
Zeros	5489
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.37
median	3.3152
Q3	4.278
95-th percentile	6
Maximum	12.3
Range	12.3
Interquartile range (IQR)	1.908

Descriptive statistics

Standard deviation	1.7219045
Coefficient of variation (CV)	0.52431081
Kurtosis	0.6289665
Mean	3.2841294
Median Absolute Deviation (MAD)	0.9548
Skewness	0.10725872
Sum	214703.24
Variance	2.9649553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5489	8.4%
3.1	649	1.0%
3.79	589	0.9%
3.2	562	0.9%
3.3	493	0.8%
3.8	473	0.7%
3.9	463	0.7%
3.5	456	0.7%
3	430	0.7%
3.4	427	0.7%
Other values (6193)	55345	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5489	8.4%
0.001	11	< 0.1%
0.002	9	< 0.1%
0.003	5	< 0.1%
0.004	2	< 0.1%
0.005	2	< 0.1%
0.006	5	< 0.1%
0.007	2	< 0.1%
0.00737	31	< 0.1%
0.0077	5	< 0.1%

Value	Count	Frequency (%)
12.3	1	< 0.1%
12.2	1	< 0.1%
11.4	1	< 0.1%
11.1	2	< 0.1%
11	1	< 0.1%
10.9	2	< 0.1%
10.8	1	< 0.1%
10.5	1	< 0.1%
10.4	1	< 0.1%
10.3	2	< 0.1%

StandpipePressure
Real number (ℝ)

Distinct	6341
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2047.0252

Minimum	9
Maximum	3915
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	9
5-th percentile	952.65
Q1	1661
median	2137.3
Q3	2541.85
95-th percentile	2823.15
Maximum	3915
Range	3906
Interquartile range (IQR)	880.85

Descriptive statistics

Standard deviation	594.3688
Coefficient of variation (CV)	0.29035734
Kurtosis	-0.10346418
Mean	2047.0252
Median Absolute Deviation (MAD)	433.55
Skewness	-0.6718113
Sum	1.3382632 × 10⁸
Variance	353274.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2099	67	0.1%
2668	65	0.1%
2784	61	0.1%
2523	61	0.1%
2117	59	0.1%
2610	59	0.1%
2233	58	0.1%
2639	57	0.1%
2175	56	0.1%
2560	55	0.1%
Other values (6331)	64778	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	2	< 0.1%
13	1	< 0.1%
17	1	< 0.1%
20	1	< 0.1%
21.75	1	< 0.1%
23	4	< 0.1%
24	2	< 0.1%
25	2	< 0.1%
26	1	< 0.1%
26.1	2	< 0.1%

Value	Count	Frequency (%)
3915	1	< 0.1%
3659	1	< 0.1%
3541	1	< 0.1%
3384	1	< 0.1%
3252	1	< 0.1%
3188	1	< 0.1%
3178	1	< 0.1%
3173	1	< 0.1%
3131	2	< 0.1%
3114	1	< 0.1%

FlowIn
Real number (ℝ)

Distinct	3385
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	592.62076

Minimum	0
Maximum	1934
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	0
5-th percentile	211
Q1	478.1477
median	593
Q3	781.9432
95-th percentile	920
Maximum	1934
Range	1934
Interquartile range (IQR)	303.7955

Descriptive statistics

Standard deviation	222.02979
Coefficient of variation (CV)	0.37465746
Kurtosis	-0.70734366
Mean	592.62076
Median Absolute Deviation (MAD)	139
Skewness	-0.23806669
Sum	38743175
Variance	49297.228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
493.9979	451	0.7%
491.3562	442	0.7%
496.6396	408	0.6%
488.7145	374	0.6%
235.1113	342	0.5%
224.5445	332	0.5%
237.753	328	0.5%
227.1862	324	0.5%
499.2813	315	0.5%
232.4696	309	0.5%
Other values (3375)	61751	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
7.9251	1	< 0.1%
10	1	< 0.1%
37	1	< 0.1%
42.2672	1	< 0.1%
60	1	< 0.1%
65	1	< 0.1%
71.3259	1	< 0.1%
73.9676	1	< 0.1%
76.6093	1	< 0.1%

Value	Count	Frequency (%)
1934	1	< 0.1%
1278	1	< 0.1%
1263	1	< 0.1%
1059.3217	1	< 0.1%
1056	1	< 0.1%
1017	3	< 0.1%
1016	4	< 0.1%
1015	11	< 0.1%
1014	11	< 0.1%
1013	11	< 0.1%

FlowOut
Real number (ℝ)

Distinct	7147
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.890947

Minimum	0
Maximum	100.08
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	0
5-th percentile	35.61
Q1	49.51
median	57.695
Q3	71.5
95-th percentile	85.9
Maximum	100.08
Range	100.08
Interquartile range (IQR)	21.99

Descriptive statistics

Standard deviation	15.557307
Coefficient of variation (CV)	0.25976058
Kurtosis	-0.50067747
Mean	59.890947
Median Absolute Deviation (MAD)	10.445
Skewness	0.10999988
Sum	3915430.5
Variance	242.0298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	657	1.0%
38.5	69	0.1%
38.49	66	0.1%
50.49	39	0.1%
55.26	37	0.1%
52.97	37	0.1%
51	37	0.1%
55.7	37	0.1%
55.34	36	0.1%
55.95	36	0.1%
Other values (7137)	64325	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
4.97	1	< 0.1%
6	1	< 0.1%
6.29	1	< 0.1%
9.58	1	< 0.1%
10.38	1	< 0.1%
11.14	1	< 0.1%
11.51	1	< 0.1%
12.22	1	< 0.1%
12.37	1	< 0.1%

Value	Count	Frequency (%)
100.08	1	< 0.1%
99.81	1	< 0.1%
99.76	1	< 0.1%
99.66	1	< 0.1%
99.55	1	< 0.1%
99.52	1	< 0.1%
99.51	1	< 0.1%
99.49	2	< 0.1%
99.47	1	< 0.1%
99.45	1	< 0.1%

PumpStroke
Real number (ℝ)

Distinct	6824
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.122

Minimum	6
Maximum	242
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	6
5-th percentile	45
Q1	94.83
median	115
Q3	141
95-th percentile	164.2
Maximum	242
Range	236
Interquartile range (IQR)	46.17

Descriptive statistics

Standard deviation	36.983286
Coefficient of variation (CV)	0.32984862
Kurtosis	-0.46841798
Mean	112.122
Median Absolute Deviation (MAD)	23
Skewness	-0.4883368
Sum	7330087.7
Variance	1367.7634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	717	1.1%
96	684	1.0%
104	566	0.9%
95	550	0.8%
114	542	0.8%
97	533	0.8%
49	530	0.8%
120	499	0.8%
98	495	0.8%
115	481	0.7%
Other values (6814)	59779	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
13.11	1	< 0.1%
14.57	1	< 0.1%
16	3	< 0.1%
16.03	1	< 0.1%
17	1	< 0.1%
17.23	8	< 0.1%
17.25	1	< 0.1%

Value	Count	Frequency (%)
242	1	< 0.1%
237.12	1	< 0.1%
230.33	1	< 0.1%
222	1	< 0.1%
215.18	1	< 0.1%
212.8	1	< 0.1%
209.68	1	< 0.1%
198.82	1	< 0.1%
197.98	1	< 0.1%
193.07	1	< 0.1%

MudWeight
Real number (ℝ)

Distinct	121
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.279383

Minimum	66
Maximum	127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	66
5-th percentile	70
Q1	75
median	77
Q3	80
95-th percentile	116
Maximum	127
Range	61
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.946598
Coefficient of variation (CV)	0.13807623
Kurtosis	8.3428887
Mean	79.279383
Median Absolute Deviation (MAD)	2
Skewness	2.9531855
Sum	5182969
Variance	119.82802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76	10652	16.3%
75	10178	15.6%
77	7231	11.1%
78	5009	7.7%
80	3947	6.0%
79	3732	5.7%
82	3534	5.4%
81	3173	4.9%
72	2481	3.8%
74	2405	3.7%
Other values (111)	13034	19.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66	19	< 0.1%
67	243	0.4%
68	1830	2.8%
69	622	1.0%
69.06383	1	< 0.1%
69.12766	1	< 0.1%
69.19149	1	< 0.1%
69.25532	1	< 0.1%
69.31915	1	< 0.1%
69.38298	1	< 0.1%

Value	Count	Frequency (%)
127	5	< 0.1%
126	126	0.2%
125	106	0.2%
124	150	0.2%
123	339	0.5%
122	454	0.7%
121	348	0.5%
120	491	0.8%
119	201	0.3%
118	443	0.7%

FunnelViscosity
Real number (ℝ)

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.966196

Minimum	29
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	29
5-th percentile	35
Q1	39
median	43
Q3	45
95-th percentile	54
Maximum	76
Range	47
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.6564125
Coefficient of variation (CV)	0.13164797
Kurtosis	2.3112445
Mean	42.966196
Median Absolute Deviation (MAD)	3
Skewness	0.95447328
Sum	2808958
Variance	31.995003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
44	8625	13.2%
45	5490	8.4%
40	5001	7.6%
38	4880	7.5%
43	4852	7.4%
41	4439	6.8%
42	4215	6.4%
36	4113	6.3%
46	3445	5.3%
39	2469	3.8%
Other values (28)	17847	27.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	121	0.2%
30	436	0.7%
31	54	0.1%
32	91	0.1%
33	420	0.6%
34	577	0.9%
35	1773	2.7%
36	4113	6.3%
37	2399	3.7%
38	4880	7.5%

Value	Count	Frequency (%)
76	72	0.1%
68	41	0.1%
65	141	0.2%
64	57	0.1%
62	44	0.1%
61	279	0.4%
60	327	0.5%
59	144	0.2%
58	128	0.2%
57	409	0.6%

PlasticViscosity
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.033988

Minimum	3
Maximum	48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	3
5-th percentile	6
Q1	10
median	13
Q3	16
95-th percentile	29
Maximum	48
Range	45
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.7253994
Coefficient of variation (CV)	0.47922226
Kurtosis	5.3698486
Mean	14.033988
Median Absolute Deviation (MAD)	3
Skewness	1.9537205
Sum	917486
Variance	45.230998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
11	6754	10.3%
13	6120	9.4%
16	6071	9.3%
15	5580	8.5%
10	5277	8.1%
12	4626	7.1%
8	3705	5.7%
14	3316	5.1%
7	2979	4.6%
6	2798	4.3%
Other values (32)	18150	27.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	193	0.3%
4	266	0.4%
5	1096	1.7%
6	2798	4.3%
7	2979	4.6%
8	3705	5.7%
9	2429	3.7%
10	5277	8.1%
11	6754	10.3%
12	4626	7.1%

Value	Count	Frequency (%)
48	70	0.1%
46	208	0.3%
43	63	0.1%
42	244	0.4%
41	271	0.4%
40	55	0.1%
39	7	< 0.1%
37	408	0.6%
36	327	0.5%
35	345	0.5%

YieldPoint
Real number (ℝ)

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.093719

Minimum	2
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	2
5-th percentile	10
Q1	13
median	15
Q3	19
95-th percentile	25
Maximum	47
Range	45
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.7336181
Coefficient of variation (CV)	0.29412828
Kurtosis	1.9332281
Mean	16.093719
Median Absolute Deviation (MAD)	3
Skewness	0.58702048
Sum	1052143
Variance	22.40714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
14	6647	10.2%
12	6416	9.8%
13	6148	9.4%
15	5814	8.9%
20	4881	7.5%
16	4469	6.8%
18	4176	6.4%
17	3853	5.9%
19	3635	5.6%
10	2935	4.5%
Other values (22)	16402	25.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	44	0.1%
3	276	0.4%
4	325	0.5%
5	300	0.5%
6	16	< 0.1%
8	763	1.2%
9	1106	1.7%
10	2935	4.5%
11	2658	4.1%
12	6416	9.8%

Value	Count	Frequency (%)
47	72	0.1%
40	25	< 0.1%
32	1	< 0.1%
31	54	0.1%
30	126	0.2%
29	39	0.1%
28	256	0.4%
27	376	0.6%
26	895	1.4%
25	1651	2.5%

Gel_Strength10sec
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3574094

Minimum	1
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	9
Maximum	26
Range	25
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.2699189
Coefficient of variation (CV)	0.52093312
Kurtosis	14.929423
Mean	4.3574094
Median Absolute Deviation (MAD)	1
Skewness	2.9523669
Sum	284870
Variance	5.1525319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
3	23322	35.7%
4	18058	27.6%
5	9136	14.0%
2	3542	5.4%
6	2718	4.2%
7	2312	3.5%
8	1931	3.0%
9	1135	1.7%
12	1006	1.5%
10	841	1.3%
Other values (7)	1375	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	704	1.1%
2	3542	5.4%
3	23322	35.7%
4	18058	27.6%
5	9136	14.0%
6	2718	4.2%
7	2312	3.5%
8	1931	3.0%
9	1135	1.7%
10	841	1.3%

Value	Count	Frequency (%)
26	64	0.1%
22	25	< 0.1%
18	189	0.3%
17	50	0.1%
13	164	0.3%
12	1006	1.5%
11	179	0.3%
10	841	1.3%
9	1135	1.7%
8	1931	3.0%

Gel_Strength10min
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8772944

Minimum	1
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	4
median	5
Q3	7
95-th percentile	10
Maximum	27
Range	26
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.739437
Coefficient of variation (CV)	0.46610511
Kurtosis	10.771777
Mean	5.8772944
Median Absolute Deviation (MAD)	1
Skewness	2.6828513
Sum	384234
Variance	7.5045148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
4	16354	25.0%
5	15771	24.1%
6	11680	17.9%
7	7048	10.8%
8	3996	6.1%
3	3050	4.7%
10	1837	2.8%
9	1447	2.2%
2	1106	1.7%
15	908	1.4%
Other values (11)	2179	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	125	0.2%
2	1106	1.7%
3	3050	4.7%
4	16354	25.0%
5	15771	24.1%
6	11680	17.9%
7	7048	10.8%
8	3996	6.1%
9	1447	2.2%
10	1837	2.8%

Value	Count	Frequency (%)
27	64	0.1%
26	25	< 0.1%
20	181	0.3%
19	315	0.5%
18	143	0.2%
17	313	0.5%
15	908	1.4%
14	111	0.2%
13	55	0.1%
12	615	0.9%

Solid
Real number (ℝ)

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.344224

Minimum	4
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.9 KiB

Quantile statistics

Minimum	4
5-th percentile	8
Q1	11
median	13
Q3	16
95-th percentile	31
Maximum	65
Range	61
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.0429939
Coefficient of variation (CV)	0.42128412
Kurtosis	9.9826153
Mean	14.344224
Median Absolute Deviation (MAD)	2
Skewness	2.5105308
Sum	937768
Variance	36.517776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
13	11743	18.0%
12	9424	14.4%
17	5873	9.0%
11	5612	8.6%
15	5353	8.2%
14	4803	7.3%
16	3319	5.1%
8	3040	4.7%
9	2675	4.1%
10	2272	3.5%
Other values (26)	11262	17.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	19	< 0.1%
5	181	0.3%
6	1199	1.8%
7	1628	2.5%
8	3040	4.7%
9	2675	4.1%
10	2272	3.5%
11	5612	8.6%
12	9424	14.4%
13	11743	18.0%

Value	Count	Frequency (%)
65	88	0.1%
39	5	< 0.1%
38	137	0.2%
37	55	0.1%
36	342	0.5%
35	486	0.7%
34	605	0.9%
33	668	1.0%
32	747	1.1%
31	326	0.5%

LossesSeverity
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

No-Loss	49545
Seepage Loss	12880
Partial Loss	2647
Severe Loss	270
Complete Loss	34

Length

Max length	13
Median length	7
Mean length	8.2071555
Min length	7

Characters and Unicode

Total characters	536551
Distinct characters	19
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No-Loss
2nd row	No-Loss
3rd row	No-Loss
4th row	No-Loss
5th row	No-Loss

Common Values

Value	Count	Frequency (%)
No-Loss	49545	75.8%
Seepage Loss	12880	19.7%
Partial Loss	2647	4.0%
Severe Loss	270	0.4%
Complete Loss	34	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no-loss	49545	61.0%
loss	15831	19.5%
seepage	12880	15.9%
partial	2647	3.3%
severe	270	0.3%
complete	34	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
s	130752	24.4%
o	114955	21.4%
L	65376	12.2%
N	49545	9.2%
-	49545	9.2%
e	39518	7.4%
a	18174	3.4%
	15831	3.0%
S	13150	2.5%
p	12914	2.4%
Other values (9)	26791	5.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	340423	63.4%
Uppercase Letter	130752	24.4%
Dash Punctuation	49545	9.2%
Space Separator	15831	3.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	130752	38.4%
o	114955	33.8%
e	39518	11.6%
a	18174	5.3%
p	12914	3.8%
g	12880	3.8%
r	2917	0.9%
t	2681	0.8%
l	2681	0.8%
i	2647	0.8%
Other values (2)	304	0.1%

Uppercase Letter

Value	Count	Frequency (%)
L	65376	50.0%
N	49545	37.9%
S	13150	10.1%
P	2647	2.0%
C	34	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	49545	100.0%

Space Separator

Value	Count	Frequency (%)
	15831	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	471175	87.8%
Common	65376	12.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	130752	27.8%
o	114955	24.4%
L	65376	13.9%
N	49545	10.5%
e	39518	8.4%
a	18174	3.9%
S	13150	2.8%
p	12914	2.7%
g	12880	2.7%
r	2917	0.6%
Other values (7)	10994	2.3%

Common

Value	Count	Frequency (%)
-	49545	75.8%
	15831	24.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	536551	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	130752	24.4%
o	114955	21.4%
L	65376	12.2%
N	49545	9.2%
-	49545	9.2%
e	39518	7.4%
a	18174	3.4%
	15831	3.0%
S	13150	2.5%
p	12914	2.4%
Other values (9)	26791	5.0%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	HoleSection	M_Depth	RateofPenetration	WeightonBit	Rotation	Torque	StandpipePressure	FlowIn	FlowOut	PumpStroke	MudWeight	FunnelViscosity	PlasticViscosity	YieldPoint	Gel_Strength10sec	Gel_Strength10min	Solid	LossesSeverity
0	17.5	823	4.081633	30.8	139.0	4.3	1084.0	726.0	43.05	127.0	72.0	36	6	15	7	8	8	No-Loss
1	17.5	824	4.545455	35.2	119.0	4.3	877.0	663.0	37.56	116.0	72.0	36	6	15	7	8	8	No-Loss
2	17.5	825	5.172414	32.9	117.0	4.4	780.0	643.0	37.30	113.0	72.0	36	6	15	7	8	8	No-Loss
3	17.5	826	8.333333	25.2	121.0	3.9	950.0	701.0	38.48	123.0	72.0	36	6	15	7	8	8	No-Loss
4	17.5	827	7.594937	32.0	129.0	4.3	1214.0	788.0	40.54	138.0	72.0	36	6	15	7	8	8	No-Loss
5	17.5	828	9.375000	40.7	136.0	4.6	1397.0	843.0	42.26	148.0	72.0	36	6	15	7	8	8	No-Loss
6	17.5	829	12.000000	36.8	127.0	4.5	1394.0	844.0	42.11	148.0	72.0	36	6	15	7	8	8	No-Loss
7	17.5	830	20.689655	37.0	120.0	4.4	1398.0	844.0	42.14	148.0	72.0	36	6	15	7	8	8	No-Loss
8	17.5	831	12.244898	35.5	119.0	4.5	1397.0	844.0	42.34	148.0	72.0	36	6	15	7	8	8	No-Loss
9	17.5	832	24.000000	29.5	120.0	4.2	1395.0	845.0	42.02	148.0	72.0	36	6	15	7	8	8	No-Loss

	HoleSection	M_Depth	RateofPenetration	WeightonBit	Rotation	Torque	StandpipePressure	FlowIn	FlowOut	PumpStroke	MudWeight	FunnelViscosity	PlasticViscosity	YieldPoint	Gel_Strength10sec	Gel_Strength10min	Solid	LossesSeverity
65366	8.5	3971	2.808	7.1280	202.35	3.1376	2570.85	430.5971	72.08	95.13	81.0	40	22	17	4	6	17	Seepage Loss
65367	8.5	3972	2.466	8.4392	202.19	3.1450	2576.65	430.5971	72.67	92.69	81.0	40	22	17	4	6	17	Seepage Loss
65368	8.5	3973	2.076	8.6328	201.67	3.2264	2605.65	430.5971	73.06	92.06	81.0	40	22	17	4	6	17	Seepage Loss
65369	8.5	3974	5.892	7.4778	202.15	3.1376	2581.00	430.5971	72.62	93.69	81.0	40	22	17	4	6	17	Seepage Loss
65370	8.5	3975	2.622	7.6406	202.08	3.0858	2585.35	430.5971	73.50	94.34	81.0	40	22	17	4	6	17	Seepage Loss
65371	8.5	3976	3.186	7.6846	202.18	3.1006	2579.55	430.5971	73.64	93.64	81.0	40	22	17	4	6	17	Seepage Loss
65372	8.5	3977	3.264	8.1510	202.04	3.1450	2585.35	430.5971	72.31	93.69	81.0	40	22	17	4	6	17	Seepage Loss
65373	8.5	3978	3.894	11.5368	201.56	3.2190	2610.00	430.5971	71.29	93.55	81.0	40	22	17	4	6	17	Seepage Loss
65374	8.5	3979	4.458	11.0968	201.31	3.2190	2618.70	427.9554	71.20	93.16	81.0	40	22	17	4	6	17	Seepage Loss
65375	8.5	3980	6.498	9.9352	201.48	3.2486	2610.00	430.5971	71.50	92.20	81.0	40	22	17	4	6	17	Seepage Loss

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample